Latest article
Awaab’s Law and Housing Data, Part 3: From Compliance Data to Defensible Evidence
Why statuses, timestamps, and dashboards are not enough to demonstrate what happened.
Published 7 October 2026
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Halls of Data
Social Housing Data Consultancy
Helping housing organisations understand their data, solve difficult problems, strengthen capability, and build more reliable information for decision-making.
Halls of Data combines housing-sector understanding with practical data analysis, governance, engineering, and technical investigation. Support ranges from focused discovery and structured data maturity assessments through to migration, reconciliation, reporting, enrichment, and bespoke intelligence.
How we can help
Some organisations need to understand a specific data problem. Others need a broader view of capability, practical delivery support, or intelligence to inform a decision. The right starting point depends on the question.
Assessment & Improvement
Two complementary assessment routes for housing organisations. Start with a known problem and follow the evidence, or assess wider data capability through a structured and repeatable maturity framework.
Provider Intelligence
Board-ready analysis of provider footprint, concentration, portfolio structure, peer position, and movement across local housing markets.
Area Intelligence
Bespoke analysis combining public, geographic, and organisational data to understand places, compare areas, and support targeting, planning, bids, and investment decisions.
Data Consultancy
Hands-on support for difficult housing data problems, from reconciliation and migration preparation through to governance, reporting, data engineering, enrichment, automation, and technical delivery.
Data Maturity & Discovery
Not every data challenge needs the same kind of assessment. Start with the situation that best reflects where your organisation is today.
We know something is wrong
Start with a specific problem — a report that cannot be trusted, a reconciliation issue, a difficult process, a system concern, or a problematic data domain. We follow the evidence through people, processes, systems, rules and data to understand what is happening and why.
We want to understand our wider capability
Take a broader view of how your organisation manages and uses data. Assess selected capabilities against defined criteria and evidence requirements to identify strengths, gaps, dependencies and practical priorities for improvement.
Not sure which route fits? That is fine. Either assessment can stand alone, and they can also be combined where a specific issue reveals wider organisational challenges.
Practical consultancy
Housing data problems often cross systems, processes, teams, definitions, and reporting logic. Support can be focused around the immediate question rather than forcing the work into a predefined technical package.
Trace definitions, calculations, transformations, and source data to understand why different reports produce different answers.
Reconcile property, asset, tenancy, ownership, and related records to establish a clearer and more defensible view.
Understand existing structures, business rules, quality issues, and dependencies before moving them into a new platform.
Identify whether the cause sits in the data itself, the process creating it, system configuration, integration, or unclear ownership.
Establish definitions, ownership, lineage, quality expectations, and practical governance around important data.
Build pipelines, transformations, analytical models, automation, and reporting outputs that make the information more useful.
From assessment to delivery
Some engagements end with a clear diagnosis and roadmap. Others move into implementation, technical delivery, remediation, reporting, governance, or ongoing analytical support.
The scope depends on what the evidence shows and what capability the organisation already has internally.
Intelligence products
Alongside consultancy work, Halls of Data develops reusable intelligence products that combine housing-sector data with geographic and market context.
A structured, board-ready view of where a provider operates, how concentrated its portfolio is, how its position compares with peers, and how local markets are changing.
Explore Provider IntelligenceBespoke geographic analysis combining public and organisational datasets to build a richer understanding of an area.
Explore Area IntelligenceArticles & insight
Alongside consultancy and intelligence work, Halls of Data produces in-depth articles exploring practical data challenges across social housing, with a focus on evidence, implementation and lessons that can be applied in practice.
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Latest article
Why statuses, timestamps, and dashboards are not enough to demonstrate what happened.
Published 7 October 2026
Read articleStart a conversation
Whether you need to investigate a specific issue, understand your wider data maturity, prepare for a system change, improve reporting, or develop new intelligence, we can start with the question you are trying to answer and work out a proportionate next step.